Title: Fast Compact Algorithms and Software for Spline Smoothing (SpringerBriefs in Computer Science)
Publisher: Springer 2012-10-11
Publication Date: 2012
Language: English
ISBN 10: 1461454956
ISBN 13: 9781461454953
Binding: Paperback
Condition: New

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Synopsis

Fast Compact Algorithms and Software for Spline Smoothing investigates algorithmic alternatives for computing cubic smoothing splines when the amount of smoothing is determined automatically by minimizing the generalized cross-validation score. These algorithms are based on Cholesky factorization, QR factorization, or the fast Fourier transform. All algorithms are implemented in MATLAB and are compared based on speed, memory use, and accuracy. An overall best algorithm is identified, which allows very large data sets to be processed quickly on a personal computer.

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